SOTAVerified

Synthetic Data Generation

The generation of tabular data by any means possible.

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 131–140 of 822 papers

TitleStatusHype
EC-GAN: Low-Sample Classification using Semi-Supervised Algorithms and GANsCode1
Differentially Private Synthetic Medical Data Generation using Convolutional GANsCode1
Copula-based synthetic data augmentation for machine-learning emulatorsCode1
Overcoming Barriers to Data Sharing with Medical Image Generation: A Comprehensive EvaluationCode1
DeepNAG: Deep Non-Adversarial Gesture GenerationCode1
Tabular Transformers for Modeling Multivariate Time SeriesCode1
Scenic: A Language for Scenario Specification and Data GenerationCode1
Evaluating the Clinical Realism of Synthetic Chest X-Rays Generated Using Progressively Growing GANsCode1
SYNC: A Copula based Framework for Generating Synthetic Data from Aggregated SourcesCode1
Groove2Groove: One-Shot Music Style Transfer with Supervision from Synthetic DataCode1
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All datasetsUCI Epileptic Seizure RecognitionUNSW-NB15

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1corGANAUROC0.92—Unverified
2GANAUROC0.87—Unverified
#ModelMetricClaimedVerifiedStatus
1kiNETGANEMD0.07—Unverified
2CTGANEMD0.07—Unverified